Classification and Disease Localization in Histopathology Using Only Global Labels: A Weakly-Supervised Approach

ICLR 2018 Pierre CourtiolEric W. TramelMarc SanselmeGilles Wainrib

Analysis of histopathology slides is a critical step for many diagnoses, and in particular in oncology where it defines the gold standard. In the case of digital histopathological analysis, highly trained pathologists must review vast whole-slide-images of extreme digital resolution ($100,000^2$ pixels) across multiple zoom levels in order to locate abnormal regions of cells, or in some cases single cells, out of millions... (read more)

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